AI & Machine Learning Services for Linton Experts – Practical, Applied AI

At COLETEK, we bring decades of hands-on experience delivering real-world artificial intelligence and computer vision systems. Whether you're located for Linton or anywhere globally, our AI solutions are designed for embedded, edge, and industrial deployment.

Our CTO, Luke Cole, began engineering AI and robotics as a teenager in 1998. He worked at leading institutes such as CSIRO, NICTA (now Data61), Seeing Machines, and ANU Robotics System Lab, contributing to early self-driving cars, custom AI libraries, and mobile robot autonomy before ROS and OpenCV were even invented.

Luke also worked at Hemisphere GPS (formerly BEELINE, now AgJunction) as a Robotics Engineer, implementing GPS-guided autonomous systems used by hundreds of agricultural vehicles worldwide.

Meanwhile, Lance Cole has worked in advanced military-grade embedded systems, including on the US military's CROWS program at EOS. He brings deep experience in electronics and embedded hardware for AI.

Our team specialises in applied (narrow) AI, particularly in embedded vision, robotics, and real-time decision-making. We’ve built AI systems using:

• Neural Networks (Perceptron, Sigmoid, ReLU, CNNs, RNNs, Transformers)
• Machine Learning (ML), Deep Learning (DL), and Reinforcement Learning
• Backpropagation, Stochastic Gradient Descent (SGD)
• Image Processing: HAAR, HOG, LBP, PCA, CLAHE, Hough, Template Matching
• Object Detection: YOLOv10, EfficientDet, Faster R-CNN, Mask R-CNN
• Frameworks: TensorFlow, Keras, PyTorch, Caffe, ONNX

We’ve deployed AI models on cost-effective platforms like the Raspberry Pi, and optimized high-performance systems using NVIDIA Jetson (Nano, Xavier, TX1) and NVIDIA Tesla V100 GPUs. Our team understands both the constraints of edge devices and the throughput of datacenter-grade accelerators.

Applications of our AI & Machine Learning Services for Linton services include:

• Smart agriculture & plant recognition (99%+ accuracy on edge)
• Autonomous vehicle vision & embedded localisation
• Industrial automation & object detection
• AI-powered road signs & hazard detection
• Wildlife monitoring & pest targeting with gimbal vision
• Face, voice, and optical character recognition (OCR)
• Natural language interfaces (Open WebUI + open-source LLMs)

• Edge-first philosophy: We specialise in systems that work offline, on-site, and in real time.
• Custom hardware integration: Cameras, sensors, motors, GPUs, embedded Linux.
• Transparent, ethical AI: Locally hosted, explainable, privacy-conscious.
• Decades of real deployment: From paddocks to highways to defense environments.

If you're based in for Linton or anywhere globally and need help with robotics, machine vision, or embedded AI, we’d love to hear from you. We speak your language, whether it’s TensorFlow code, NVIDIA CUDA pipelines, or low-level embedded C on ARM systems.

Contact COLETEK today to see how our AI expertise can power your next product or platform.

As a trusted national engineering and product development company established in 2001, COLETEK is dedicated to supporting local businesses in Linton, Victoria, Australia in achieving their goals. We thrive on collaboration and building long-term relationships with our clients across various industries.

With over two decades of experience, we've earned a reputation for delivering reliable and innovative solutions that meet the unique needs of each business we work with. Our team of skilled engineers and product developers are based in Linton, Victoria, Australia, allowing us to provide unparalleled support to local entrepreneurs and small businesses.

Our comprehensive approach to engineering and product development enables us to tackle projects ranging from concept design to production and quality control. By partnering with COLETEK, you'll gain access to a wealth of knowledge, expertise, and resources that will help drive your business forward. Whether you're seeking assistance with developing new products, improving existing processes, or increasing operational efficiency, we've got you covered.

New in Linton, Victoria, Australia? We welcome the opportunity to work with businesses looking for engineering and product development services from a trusted local partner. Our team is well-versed in supporting startups, small and medium-sized enterprises (SMEs), and established companies alike.

What sets us apart is our commitment to understanding your specific needs and developing tailored solutions that meet those requirements. We pride ourselves on building strong relationships with our clients, ensuring a seamless transition from concept to reality.

At COLETEK, we're proud to operate throughout Linton, Victoria, Australia, supporting businesses across industries. Whether you require engineering expertise for product development, process optimization, or something else entirely, we're here to help you succeed.